Cluster
Cluster chosen: 3 with (648985 rows)
Preload
Look at the splits
Table of 5000 saved rows (lowest absolute inflation value = 0.1001046 ):
- variable = Variable
- class = Split
- pct_bin = Percentage of samples included in the split
- good = Count of non-defect in the split
- bad = Count of defects in the split
- bad_rate = Relative count of defects in the split vs population
- inflation = Inflation rate of sample count on rates (thresholded)
- pct_good = Percentage of non-defect in the split
- pct_bad = Percentage of defect in the split
- odds = Odds ratio of the split
- woe = Weight of Evidence of the split
- miv = Information Value of the split
Characterstic Plots of Features (Unfacetted)



Characterstic Plots of Features (Facetted)






Characteristic Plots of Splits (Unfacetted)



Characteristic Plots of Splits (Facetted)






---
title: "Information Value"
output:
  html_notebook:
    css: discretization.css
---

# Cluster

Cluster chosen: `r clclcl` with (`r sum(my_clust == clclcl)` rows)

# Preload

# Information Value

## Prepare frame

Dictionary:

* numeric: 927 features (Numeric)
* categorical: 227 features (Categorical)
* date: 161 features (Date)
* NA_features: 128 features (d_NA)
* Mean_features: 128 features (d_Mean)
* Min_features: 128 features (d_Min)
* MinMin_features: 1 features (d_MinMin)
* Max_features: 128 features (d_Max)
* MaxMax_features: 1 features (d_MaxMax)
* Time0_features: 128 features (d_Time0)
* FirstLast_features: 2 features (d_First, d_Last)
* Timing_features: 128 features (d_Timing)
* TimeToExitStation_features: 128 features (d_TtoE_S)
* TimeToExitProduction_features: 1 features (d_TtoE_P)

Formulas:

* Mutual Information = I(X, Y) = H(X, Y) - H(X | Y) - H(Y | X), understand un-sided
* Conditional Mutual Information = I(X, Y | Z) = H(Z | X) + H(X) + H(Z | Y) + H(Y) - H(Z | X, Y) - H(X, Y) - H(Z) = I(X, Y) + H(Z | X) - H(Z | Y) - H(Z | X, Y) - H(Z), with guarantee of I(X, Y | Z) > 0 and being one-sided

Leak reference: IV = 2.843399 (super large!!!) - 3 splits: [-Inf, -1.5), [-1.5, 164), [164, +Inf]

IV scale:

* over 0.5 = suspicious predictor but possible (literally dominates everything else)
* 0.3-0.5 = strong predictor
* 0.1-0.3 = average predictor
* 0.02-0.1 = weak predictor
* under 0.02 = so weak you mostly cannot do anything with unless you transform them

Cluster chosen: `r clclcl` with (`r length(my_clust == clclcl)` rows)

* Positive count: `r sum(target[my_clust == clclcl])` (`r sprintf("%07.4f", sum(target[my_clust == clclcl]) / 68.79)` %)
* Negative count: `r sum(!target[my_clust == clclcl])` (`r sprintf("%07.4f", sum(!target[my_clust == clclcl]) / 11768.68)` %)

```{r, echo = FALSE}

datatable(all_frame,
          filter = "top",
          class = "cell-border stripe",
          plugins = "natural",
          extensions = c("AutoFill",
                         #"Buttons",
                         "ColReorder",
                         "KeyTable",
                         "Responsive",
                         "RowReorder"),
          options = list(style = "bootstrap",
                         pageLength = 20,
                         lengthMenu = c(5, 10, 15, 20, 25, 50, 100, 250, 500, 1000, 2500),
                         order = list(list(7, "desc")),
                         autofill = TRUE,
                         #dom = "Bfrtip",
                         #buttons = c("copy", "csv", "excel", "pdf", "print"),
                         colReorder = TRUE,
                         keys = TRUE,
                         rowReorder = TRUE,
                         searchHighlight = TRUE,
                         search = list(regex = TRUE, caseInsensitive = FALSE))
          ) %>% formatStyle('IG',
                             background = styleColorBar(range(all_frame$IG, na.rm = TRUE, finite = TRUE), 'lightgreen'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('IV',
                             background = styleColorBar(range(all_frame$IV, na.rm = TRUE, finite = TRUE), 'pink'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('Splits',
                             background = styleColorBar(range(all_frame$Splits, na.rm = TRUE, finite = TRUE), 'yellow'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('NotMissing',
                             background = styleColorBar(c(0, 1), 'lightgrey'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('Levels',
                             background = styleColorBar(range(all_frame$Levels, na.rm = TRUE, finite = TRUE), 'lightgrey'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatRound(columns = c("IG"),
                            digits = 8) %>%
                formatRound(columns = c("IV"),
                            digits = 8) %>%
                formatPercentage(columns = c("NotMissing"),
                                 digits = 4)
```

# Look at the splits

Table of `r nrow(mass_data)` saved rows (lowest absolute inflation value = `r min(abs(mass_data$inflation))` ):

* variable = Variable
* class = Split
* pct_bin = Percentage of samples included in the split
* good = Count of non-defect in the split
* bad = Count of defects in the split
* bad_rate = Relative count of defects in the split vs population
* inflation = Inflation rate of sample count on rates (thresholded)
* pct_good = Percentage of non-defect in the split
* pct_bad = Percentage of defect in the split
* odds = Odds ratio of the split
* woe = Weight of Evidence of the split
* miv = Information Value of the split

```{r, echo = FALSE}

datatable(mass_data,
          filter = "top",
          class = "cell-border stripe",
          plugins = "natural",
          extensions = c("AutoFill",
                         #"Buttons",
                         "ColReorder",
                         "KeyTable",
                         "Responsive",
                         "RowReorder"),
          options = list(style = "bootstrap",
                         pageLength = 20,
                         lengthMenu = c(5, 10, 15, 20, 25, 50, 100, 250, 500, 1000, 2500),
                         order = list(list(13, "desc")),
                         autofill = TRUE,
                         #dom = "Bfrtip",
                         #buttons = c("copy", "csv", "excel", "pdf", "print"),
                         colReorder = TRUE,
                         keys = TRUE,
                         rowReorder = TRUE,
                         searchHighlight = TRUE,
                         search = list(regex = TRUE, caseInsensitive = FALSE))
          ) %>% formatStyle('woe',
                             background = styleColorBar(range(mass_data$woe, na.rm = TRUE, finite = TRUE), 'lightgreen'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('miv',
                             background = styleColorBar(range(mass_data$miv, na.rm = TRUE, finite = TRUE), 'pink'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('odds',
                             background = styleColorBar(range(mass_data$odds, na.rm = TRUE, finite = TRUE), 'lightblue'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('good',
                             background = styleColorBar(range(mass_data$good, na.rm = TRUE, finite = TRUE), 'yellow'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('bad',
                             background = styleColorBar(range(mass_data$bad, na.rm = TRUE, finite = TRUE), 'orange'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('pct_good',
                             background = styleColorBar(c(0, 1), 'yellow'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('pct_bad',
                             background = styleColorBar(c(0, 1), 'orange'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('bad_rate',
                             background = styleColorBar(c(0, 1), 'orange'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('pct_bin',
                             background = styleColorBar(c(0, 1), 'lightgrey'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatStyle('inflation',
                             background = styleColorBar(range(mass_data$inflation, na.rm = TRUE, finite = TRUE), 'lightgrey'),
                             backgroundSize = '100% 90%',
                             backgroundRepeat = 'no-repeat',
                             backgroundPosition = 'center') %>%
                formatRound(columns = c("woe"),
                            digits = 6) %>%
                formatRound(columns = c("miv"),
                            digits = 6) %>%
                formatRound(columns = c("odds"),
                            digits = 6) %>%
                formatRound(columns = c("inflation"),
                            digits = 6) %>%
                formatPercentage(columns = c("pct_bin"),
                                 digits = 4) %>%
                formatPercentage(columns = c("bad_rate"),
                                 digits = 4) %>%
                formatPercentage(columns = c("pct_good"),
                                 digits = 4) %>%
                formatPercentage(columns = c("pct_bad"),
                                 digits = 4)


```

## Characterstic Plots of Features (Unfacetted)

```{r, echo=FALSE, fig.height=7, fig.width=18}
grid.arrange(plot01, plot02, ncol = 2)
grid.arrange(plot03, plot04, ncol = 2)
grid.arrange(plot05, plot06, ncol = 2)
```

## Characterstic Plots of Features (Facetted)

```{r, echo = FALSE, fig.height=7, fig.width=18}
print(plotfacet01)
print(plotfacet02)
print(plotfacet03)
print(plotfacet04)
print(plotfacet05)
print(plotfacet06)
```

## Characteristic Plots of Splits (Unfacetted)

```{r, echo = FALSE, fig.height=7, fig.width=18}
grid.arrange(plot07, plot08, ncol = 2)
grid.arrange(plot09, plot10, ncol = 2)
grid.arrange(plot11, plot12, ncol = 2)
```

## Characteristic Plots of Splits (Facetted)

```{r, echo = FALSE, fig.height=7, fig.width=18}
print(plotfacet07)
print(plotfacet08)
print(plotfacet09)
print(plotfacet10)
print(plotfacet11)
print(plotfacet12)
```

